On combining wearable sensors and visual SLAM for remote controlling of low-cost micro aerial vehicles

J. Martínez-Carranza, Francisco Marquez, Esteban O. Garcia, A. Muñoz-Meléndez, W. Mayol-Cuevas
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引用次数: 3

Abstract

In this work we present initial results of a system that combines wearable technology and monocular simultaneous localisation and mapping (SLAM) for remote controlling of a low-cost micro aerial vehicle (MAV) that flies beyond the visual line-of-sight. To this purpose, as a first step, we use a state-of-the-art visual SLAM system, called ORB-SLAM, to create a 3D map of the scene. The visual data feeding ORB-SLAM is obtained from imagery transmitted from the on-board camera of our low-cost vehicle. This vehicle can not process data on board, however, it can transmit images at a rate of 15-20 Hz, which we found sufficient to carry out the visual localisation and mapping. The second step in our system is to replace the conventional controller with a pair of wearable-sensor-based gloves worn by the user so he/she can command the MAV by only performing hand gestures. Our goal is to show that the user can fly the vehicle beyond the line-of-sight by only using the vehicle's pose and map estimates in real time and that commanding the MAV with hand gestures will enable him/her to focus more on the flight task. Our preliminary results indicate the feasibility of our approach.
可穿戴传感器与视觉SLAM相结合的低成本微型飞行器远程控制研究
在这项工作中,我们展示了一个系统的初步结果,该系统结合了可穿戴技术和单目同步定位和测绘(SLAM),用于远程控制飞出视线的低成本微型飞行器(MAV)。为此,作为第一步,我们使用最先进的视觉SLAM系统,称为ORB-SLAM,来创建场景的3D地图。提供ORB-SLAM的视觉数据来自我们的低成本车辆的车载摄像头传输的图像。这辆车不能在车上处理数据,但是,它可以以15-20赫兹的速率传输图像,我们发现这足以进行视觉定位和地图绘制。我们系统的第二步是用用户佩戴的一副可穿戴传感器手套取代传统的控制器,这样他/她就可以通过手势来指挥MAV。我们的目标是展示用户可以通过实时使用车辆的姿势和地图估计来飞行车辆,并且用手势指挥MAV将使他/她能够更多地专注于飞行任务。我们的初步结果表明我们的方法是可行的。
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